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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]  # 用来正常显示中文标签\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "  Subject  Grade\n0      军训     65\n1      思修     80\n2      史纲     75\n3      马原     83\n4      毛概     77\n5     体育1    100\n6     体育2     98",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Subject</th>\n      <th>Grade</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>军训</td>\n      <td>65</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>思修</td>\n      <td>80</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>史纲</td>\n      <td>75</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>马原</td>\n      <td>83</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>毛概</td>\n      <td>77</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>体育1</td>\n      <td>100</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>体育2</td>\n      <td>98</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 51
    }
   ],
   "source": [
    "# 从“等长列表组成的字典”构造DataFrame\n",
    "mydata = pd.DataFrame(\n",
    "    {\n",
    "        \"Subject\": [\"军训\", \"思修\", \"史纲\", \"马原\", \"毛概\", \"体育1\", \"体育2\"],\n",
    "        \"Grade\": [65, 80, 75, 83, 77, 100, 98],\n",
    "    }\n",
    ")\n",
    "mydata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "[0.         0.8975979  1.7951958  2.6927937  3.5903916  4.48798951\n 5.38558741]\n[ 65  80  75  83  77 100  98]\n"
    }
   ],
   "source": [
    "n_row = mydata.shape[0]\n",
    "x = np.arange(0, 2 * np.pi, 2 * np.pi / n_row)\n",
    "y = np.array(mydata[\"Grade\"])\n",
    "\n",
    "print(x)\n",
    "print(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 折线图\n",
    "fig = plt.figure()  # 创建新图窗\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 条形图\n",
    "fig = plt.figure()  # 创建新图窗\n",
    "plt.bar(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 南丁格尔玫瑰图\n",
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0.1, 0.1, 0.8, 0.8], polar=True)  # 设置为极坐标，polar=True\n",
    "plt.bar(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 增加细节\n",
    "fig = plt.figure(dpi=200)  # 创建新图窗\n",
    "ax = fig.add_axes([0.1, 0.1, 0.8, 0.8], polar=True)  # 设置为极坐标，polar=True\n",
    "\n",
    "plt.xticks(x, labels=mydata[\"Subject\"], size=14)  # 把x轴的坐标标签换成 mydata[\"Subject\"]\n",
    "\n",
    "plt.ylim(0, 100)  # 限制y轴的范围\n",
    "plt.grid(alpha=0.2)  # 网格的透明度\n",
    "plt.bar(x, y, color=\"#F94306\", width=0.7, alpha=0.6)  # 颜色、宽度、透明度……\n",
    "# plt.yticks([])# 隐藏y坐标\n",
    "\n",
    "# 旋转y坐标的角度\n",
    "ax.set_theta_direction(-1)  # -1：逆时针，1：顺时针\n",
    "ax.set_theta_offset(np.pi / 2 - np.pi / n_row)\n",
    "ax.set_rlabel_position(360 - 180 / n_row)  # 方法用于设置极径标签显示位置,参数为标签所要显示在的角度\n",
    "\n",
    "plt.show()\n",
    "# plt.savefig(\"南丁格尔玫瑰图.png\")\n",
    "# plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}